{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T02:43:55.938829Z",
     "start_time": "2025-08-30T02:43:54.578077Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "e929ac0d10a3c0ac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T02:44:39.389234Z",
     "start_time": "2025-08-30T02:44:39.385254Z"
    }
   },
   "source": [
    "# 生成数据X\n",
    "X = np.random.randn(100, 3)\n",
    "print(X.shape)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 3)\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "241656c2-f16e-45f6-be96-1efbfdfb6455",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T02:44:41.222792Z",
     "start_time": "2025-08-30T02:44:41.145515Z"
    }
   },
   "source": [
    "# 使用PCA进行降维，将3维数据降到2维\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X)\n",
    "print(X_pca.shape)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 2)\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "id": "7119bcfb-dce0-4cbe-b5d8-143dec4b4a6b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T02:56:31.742327Z",
     "start_time": "2025-08-30T02:56:31.558268Z"
    }
   },
   "source": [
    "# 可视化展示\n",
    "#转换前的三维数据\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "ax1 = fig.add_subplot(121,projection='3d')\n",
    "ax1.scatter(X[:,0], X[:,1], X[:,2])\n",
    "ax1.set_title(\"Before PCA(3D)\")\n",
    "ax1.set_xlabel(\"Feature1\")\n",
    "ax1.set_ylabel(\"Feature2\")\n",
    "ax1.set_zlabel(\"Feature3\")\n",
    "#转换后的二维数据\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.scatter(X_pca[:,0],X_pca[:,1])\n",
    "ax2.set_title(\"After PCA(2D)\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T03:22:17.112574Z",
     "start_time": "2025-08-30T03:22:17.104036Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#手动构建线性相关的三组特征数据\n",
    "n = 1000\n",
    "#定义两个主成分方向向量\n",
    "pc1 = np.random.normal(0,1,n)\n",
    "pc2 = np.random.normal(0,0.2,n)\n",
    "#定义不重要的第三主成分（噪声）\n",
    "noise = np.random.normal(0,0.05,n)\n",
    "#构建3个特征的输入数据X\n",
    "X = np.vstack((pc1 + pc2,pc1 - pc2,pc2 + noise)).T\n",
    "print(X.shape)"
   ],
   "id": "ffa7607c30bcead3",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 3)\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T03:22:17.683682Z",
     "start_time": "2025-08-30T03:22:17.676178Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 使用PCA进行降维，将3维数据降到2维\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X)\n",
    "print(X_pca.shape)"
   ],
   "id": "a62271dc02a1fef9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 2)\n"
     ]
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-30T03:22:18.396985Z",
     "start_time": "2025-08-30T03:22:18.197501Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 可视化展示\n",
    "#转换前的三维数据\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "ax1 = fig.add_subplot(121,projection='3d')\n",
    "ax1.scatter(X[:,0], X[:,1], X[:,2])\n",
    "ax1.set_title(\"Before PCA(3D)\")\n",
    "ax1.set_xlabel(\"Feature1\")\n",
    "ax1.set_ylabel(\"Feature2\")\n",
    "ax1.set_zlabel(\"Feature3\")\n",
    "#转换后的二维数据\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.scatter(X_pca[:,0],X_pca[:,1])\n",
    "ax2.set_title(\"After PCA(2D)\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "plt.show()"
   ],
   "id": "1e4ff4569094a557",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "2a242d8af964c186"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
